Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	2130471
Missing cells	4357845
Missing cells (%)	12.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	276.3 MiB
Average record size in memory	136.0 B

Variable types

NUM	11
CAT	5
BOOL	1

Warnings

`data` has a high cardinality: 410 distinct values	High cardinality
`municipio` has a high cardinality: 5297 distinct values	High cardinality
`nomeRegiaoSaude` has a high cardinality: 440 distinct values	High cardinality
`codmun` is highly correlated with `coduf` and 1 other fields	High correlation
`coduf` is highly correlated with `codmun` and 1 other fields	High correlation
`codRegiaoSaude` is highly correlated with `coduf` and 1 other fields	High correlation
`obitosAcumulado` is highly correlated with `casosAcumulado` and 1 other fields	High correlation
`casosAcumulado` is highly correlated with `obitosAcumulado` and 1 other fields	High correlation
`obitosNovos` is highly correlated with `casosNovos`	High correlation
`casosNovos` is highly correlated with `obitosNovos`	High correlation
`Recuperadosnovos` is highly correlated with `casosAcumulado` and 1 other fields	High correlation
`estado` is highly correlated with `regiao`	High correlation
`regiao` is highly correlated with `estado`	High correlation
`Recuperadosnovos` has 2130114 (> 99.9%) missing values	Missing
`emAcompanhamentoNovos` has 2130114 (> 99.9%) missing values	Missing
`populacaoTCU2019` is highly skewed (γ1 = 63.68529126)	Skewed
`casosAcumulado` is highly skewed (γ1 = 98.21588694)	Skewed
`casosNovos` is highly skewed (γ1 = 92.80026898)	Skewed
`obitosAcumulado` is highly skewed (γ1 = 88.56965586)	Skewed
`obitosNovos` is highly skewed (γ1 = 117.250021)	Skewed
`casosAcumulado` has 275101 (12.9%) zeros	Zeros
`casosNovos` has 1265420 (59.4%) zeros	Zeros
`obitosAcumulado` has 691212 (32.4%) zeros	Zeros
`obitosNovos` has 1977578 (92.8%) zeros	Zeros

Reproduction

Analysis started	2021-04-10 18:44:26.679326
Analysis finished	2021-04-10 18:52:00.589797
Duration	7 minutes and 33.91 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

data
Categorical

HIGH CARDINALITY

Distinct	410
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.3 MiB

2021-01-13	5620
2020-12-24	5620
2020-12-19	5619
2020-07-11	5619
2021-01-01	5619
Other values (405)	2102374

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2021-01-13	5620	0.3%
2020-12-24	5620	0.3%
2020-12-19	5619	0.3%
2020-07-11	5619	0.3%
2021-01-01	5619	0.3%
2020-10-23	5619	0.3%
2021-02-05	5619	0.3%
2020-05-02	5619	0.3%
2020-06-18	5619	0.3%
2020-05-23	5619	0.3%
Other values (400)	2074279	97.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

regiao
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.3 MiB

Nordeste	687027
Sudeste	635328
Sul	453756
Centro-Oeste	179391
Norte	174557

Frequencies
Length

Value	Count	Frequency (%)
Nordeste	687027	32.2%
Sudeste	635328	29.8%
Sul	453756	21.3%
Centro-Oeste	179391	8.4%
Norte	174557	8.2%
Brasil	412	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	7
Mean length	6.727493122
Min length	3

estado
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	< 0.1%
Missing	412
Missing (%)	< 0.1%
Memory size	16.3 MiB

MG	324076
SP	245244
RS	189152
BA	158832
PR	152010
Other values (22)	1060745

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
MG	324076	15.2%
SP	245244	11.5%
RS	189152	8.9%
BA	158832	7.5%
PR	152010	7.1%
SC	112594	5.3%
GO	94023	4.4%
PI	85685	4.0%
PB	85306	4.0%
MA	83032	3.9%
Other values (17)	600105	28.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.000193384
Min length	2

municipio
Categorical

HIGH CARDINALITY

Distinct	5297
Distinct (%)	0.3%
Missing	19441
Missing (%)	0.9%
Memory size	16.3 MiB

Bom Jesus	1895
São Domingos	1895
São Francisco	1516
Santa Terezinha	1516
Bonito	1516
Other values (5292)	2102692

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Bom Jesus	1895	0.1%
São Domingos	1895	0.1%
São Francisco	1516	0.1%
Santa Terezinha	1516	0.1%
Bonito	1516	0.1%
Santa Inês	1516	0.1%
Vera Cruz	1516	0.1%
Santa Helena	1516	0.1%
Planalto	1516	0.1%
Santa Luzia	1516	0.1%
Other values (5287)	2095112	98.3%
(Missing)	19441	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	32
Median length	10
Mean length	11.52917266
Min length	3

coduf
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.35978382
Minimum	11
Maximum	76
Zeros	0
Zeros (%)	0.0%
Memory size	16.3 MiB

Quantile statistics

Minimum	11
5-th percentile	15
Q1	25
median	31
Q3	41
95-th percentile	51
Maximum	76
Range	65
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.876236041
Coefficient of variation (CV)	0.3052009276
Kurtosis	-0.4680371154
Mean	32.35978382
Median Absolute Deviation (MAD)	7
Skewness	0.1587902939
Sum	68941581
Variance	97.54003833
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
31	324076	15.2%
35	245244	11.5%
43	189152	8.9%
29	158832	7.5%
41	152010	7.1%
42	112594	5.3%
52	94023	4.4%
22	85685	4.0%
25	85306	4.0%
21	83032	3.9%
Other values (18)	600517	28.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	20497	1.0%
12	8748	0.4%
13	23908	1.1%
14	6474	0.3%
15	54986	2.6%

Value	Count	Frequency (%)
76	412	< 0.1%
53	789	< 0.1%
52	94023	4.4%
51	54228	2.5%
50	30351	1.4%

codmun
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5591
Distinct (%)	0.3%
Missing	11482
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%

Mean	325258.0141
Minimum	110000
Maximum	530010
Zeros	0
Zeros (%)	0.0%
Memory size	16.3 MiB

Quantile statistics

Minimum	110000
5-th percentile	150770
Q1	251200
median	314610
Q3	411915
95-th percentile	510730
Maximum	530010
Range	420010
Interquartile range (IQR)	160715

Descriptive statistics

Standard deviation	98535.04745
Coefficient of variation (CV)	0.3029442571
Kurtosis	-0.5267074737
Mean	325258.0141
Median Absolute Deviation (MAD)	74150
Skewness	0.122032906
Sum	6.892181541e+11
Variance	9709155576
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
412350	379	< 0.1%
350640	379	< 0.1%
292273	379	< 0.1%
313140	379	< 0.1%
210923	379	< 0.1%
410304	379	< 0.1%
270560	379	< 0.1%
251272	379	< 0.1%
314350	379	< 0.1%
353590	379	< 0.1%
Other values (5581)	2115199	99.3%
(Missing)	11482	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
110000	379	< 0.1%
110001	379	< 0.1%
110002	379	< 0.1%
110003	379	< 0.1%
110004	379	< 0.1%

Value	Count	Frequency (%)
530010	379	< 0.1%
522230	379	< 0.1%
522220	379	< 0.1%
522205	379	< 0.1%
522200	379	< 0.1%

codRegiaoSaude
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	450
Distinct (%)	< 0.1%
Missing	19441
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%

Mean	32403.1237
Minimum	11001
Maximum	53001
Zeros	0
Zeros (%)	0.0%
Memory size	16.3 MiB

Quantile statistics

Minimum	11001
5-th percentile	15012
Q1	25010
median	31059
Q3	41015
95-th percentile	51013
Maximum	53001
Range	42000
Interquartile range (IQR)	16005

Descriptive statistics

Standard deviation	9836.343636
Coefficient of variation (CV)	0.3035615865
Kurtosis	-0.5240045909
Mean	32403.1237
Median Absolute Deviation (MAD)	7056
Skewness	0.1399733425
Sum	6.840396622e+10
Variance	96753656.13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22009	15918	0.7%
24006	14023	0.7%
50001	12886	0.6%
43016	12507	0.6%
50003	12507	0.6%
26003	12128	0.6%
31007	12128	0.6%
22004	11749	0.6%
41015	11370	0.5%
42001	11370	0.5%
Other values (440)	1984444	93.1%
(Missing)	19441	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11001	3411	0.2%
11002	2274	0.1%
11003	5306	0.2%
11004	1895	0.1%
11005	3032	0.1%

Value	Count	Frequency (%)
53001	379	< 0.1%
52018	3032	0.1%
52017	4548	0.2%
52016	3790	0.2%
52015	6822	0.3%

nomeRegiaoSaude
Categorical

HIGH CARDINALITY

Distinct	440
Distinct (%)	< 0.1%
Missing	19441
Missing (%)	0.9%
Memory size	16.3 MiB

CENTRAL	21982
SUL	16676
VALE DO RIO GUARIBAS	15918
6ª REGIAO DE SAUDE - PAU DOS FERROS	14023
NORTE	13265
Other values (435)	2029166

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
CENTRAL	21982	1.0%
SUL	16676	0.8%
VALE DO RIO GUARIBAS	15918	0.7%
6ª REGIAO DE SAUDE - PAU DOS FERROS	14023	0.7%
NORTE	13265	0.6%
CAMPO GRANDE	12886	0.6%
REGIAO 16	12507	0.6%
DOURADOS	12507	0.6%
CARUARU	12128	0.6%
POUSO ALEGRE	12128	0.6%
Other values (430)	1967010	92.3%
(Missing)	19441	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	42
Median length	11
Mean length	13.34476836
Min length	3

semanaEpi
Real number (ℝ_≥0)

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.71391209
Minimum	1
Maximum	53
Zeros	0
Zeros (%)	0.0%
Memory size	16.3 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	14
median	26
Q3	40
95-th percentile	51
Maximum	53
Range	52
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	15.25448307
Coefficient of variation (CV)	0.5710314167
Kurtosis	-1.206169529
Mean	26.71391209
Median Absolute Deviation (MAD)	13
Skewness	0.04191808142
Sum	56913215
Variance	232.6992536
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	73047	3.4%
13	50711	2.4%
10	39529	1.9%
12	39529	1.9%
11	39529	1.9%
9	39473	1.9%
52	39334	1.8%
2	39334	1.8%
39	39333	1.8%
38	39333	1.8%
Other values (43)	1691319	79.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	39333	1.8%
2	39334	1.8%
3	39333	1.8%
4	39333	1.8%
5	39333	1.8%

Value	Count	Frequency (%)
53	39333	1.8%
52	39334	1.8%
51	39333	1.8%
50	39333	1.8%
49	39333	1.8%

populacaoTCU2019
Real number (ℝ_≥0)

SKEWED

Distinct	5104
Distinct (%)	0.2%
Missing	7959
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	118909.4324
Minimum	781
Maximum	210147125
Zeros	0
Zeros (%)	0.0%
Memory size	16.3 MiB

Quantile statistics

Minimum	781
5-th percentile	2515
Q1	5474
median	11708
Q3	25768
95-th percentile	122859
Maximum	210147125
Range	210146344
Interquartile range (IQR)	20294

Descriptive statistics

Standard deviation	3058444.129
Coefficient of variation (CV)	25.72078655
Kurtosis	4324.374913
Mean	118909.4324
Median Absolute Deviation (MAD)	7546
Skewness	63.68529126
Sum	2.523866971e+11
Variance	9.354080488e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5237	1895	0.1%
3203	1516	0.1%
7642	1516	0.1%
3802	1516	0.1%
4573	1516	0.1%
11019	1516	0.1%
18895	1137	0.1%
25216	1137	0.1%
4786	1137	0.1%
5348	1137	0.1%
Other values (5094)	2108489	99.0%
(Missing)	7959	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
781	379	< 0.1%
837	379	< 0.1%
935	379	< 0.1%
1034	379	< 0.1%
1112	379	< 0.1%

Value	Count	Frequency (%)
210147125	412	< 0.1%
45919049	410	< 0.1%
21168791	410	< 0.1%
17264943	410	< 0.1%
14873064	410	< 0.1%

casosAcumulado
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	35575
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2693.212752
Minimum	0
Maximum	13373174
Zeros	275101
Zeros (%)	12.9%
Memory size	16.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	118
Q3	464
95-th percentile	3103
Maximum	13373174
Range	13373174
Interquartile range (IQR)	450

Descriptive statistics

Standard deviation	88095.9064
Coefficient of variation (CV)	32.71034058
Kurtosis	11168.33667
Mean	2693.212752
Median Absolute Deviation (MAD)	118
Skewness	98.21588694
Sum	5737811666
Variance	7760888725
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	275101	12.9%
1	56867	2.7%
2	34366	1.6%
3	25336	1.2%
4	21198	1.0%
5	19458	0.9%
6	16625	0.8%
7	14480	0.7%
8	13455	0.6%
9	12255	0.6%
Other values (35565)	1641330	77.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	275101	12.9%
1	56867	2.7%
2	34366	1.6%
3	25336	1.2%
4	21198	1.0%

Value	Count	Frequency (%)
13373174	1	< 0.1%
13279857	1	< 0.1%
13193205	1	< 0.1%
13100580	1	< 0.1%
13013601	1	< 0.1%

casosNovos
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	3984
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.83129224
Minimum	-13915
Maximum	100158
Zeros	1265420
Zeros (%)	59.4%
Memory size	16.3 MiB

Quantile statistics

Minimum	-13915
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	26
Maximum	100158
Range	114073
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	588.0277341
Coefficient of variation (CV)	31.22609573
Kurtosis	10364.5316
Mean	18.83129224
Median Absolute Deviation (MAD)	0
Skewness	92.80026898
Sum	40119522
Variance	345776.6161
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1265420	59.4%
1	215485	10.1%
2	112453	5.3%
3	74466	3.5%
4	54399	2.6%
5	42307	2.0%
6	33467	1.6%
7	27251	1.3%
8	23486	1.1%
9	19665	0.9%
Other values (3974)	262072	12.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13915	1	< 0.1%
-7926	1	< 0.1%
-3684	1	< 0.1%
-2977	1	< 0.1%
-2532	1	< 0.1%

Value	Count	Frequency (%)
100158	1	< 0.1%
93317	1	< 0.1%
92625	1	< 0.1%
91097	1	< 0.1%
90638	1	< 0.1%

obitosAcumulado
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	7785
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.57465884
Minimum	0
Maximum	348718
Zeros	691212
Zeros (%)	32.4%
Memory size	16.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	9
95-th percentile	71
Maximum	348718
Range	348718
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	2322.288223
Coefficient of variation (CV)	31.56369679
Kurtosis	9235.907096
Mean	73.57465884
Median Absolute Deviation (MAD)	2
Skewness	88.56965586
Sum	156748677
Variance	5393022.59
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	691212	32.4%
1	250886	11.8%
2	168914	7.9%
3	123510	5.8%
4	98472	4.6%
5	76608	3.6%
6	65148	3.1%
7	53218	2.5%
8	42939	2.0%
9	37347	1.8%
Other values (7775)	522217	24.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	691212	32.4%
1	250886	11.8%
2	168914	7.9%
3	123510	5.8%
4	98472	4.6%

Value	Count	Frequency (%)
348718	1	< 0.1%
345025	1	< 0.1%
340776	1	< 0.1%
336947	1	< 0.1%
332752	1	< 0.1%

obitosNovos
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	692
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4910435298
Minimum	-292
Maximum	4249
Zeros	1977578
Zeros (%)	92.8%
Memory size	16.3 MiB

Quantile statistics

Minimum	-292
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	4249
Range	4541
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16.36046199
Coefficient of variation (CV)	33.31774273
Kurtosis	19853.74739
Mean	0.4910435298
Median Absolute Deviation (MAD)	0
Skewness	117.250021
Sum	1046154
Variance	267.6647166
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1977578	92.8%
1	92690	4.4%
2	21044	1.0%
3	8929	0.4%
4	4878	0.2%
-1	3720	0.2%
5	3338	0.2%
6	2269	0.1%
7	1669	0.1%
8	1310	0.1%
Other values (682)	13046	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-292	1	< 0.1%
-238	1	< 0.1%
-221	1	< 0.1%
-111	1	< 0.1%
-75	1	< 0.1%

Value	Count	Frequency (%)
4249	1	< 0.1%
4195	1	< 0.1%
3869	1	< 0.1%
3829	1	< 0.1%
3780	1	< 0.1%

Recuperadosnovos
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	357
Distinct (%)	100.0%
Missing	2130114
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%

Mean	4587084.748
Minimum	22130
Maximum	11791885
Zeros	0
Zeros (%)	0.0%
Memory size	16.3 MiB

Quantile statistics

Minimum	22130
5-th percentile	54554
Q1	1321036
median	4568813
Q3	7167651
95-th percentile	10526727.6
Maximum	11791885
Range	11769755
Interquartile range (IQR)	5846615

Descriptive statistics

Standard deviation	3416743.181
Coefficient of variation (CV)	0.7448615773
Kurtosis	-1.014059367
Mean	4587084.748
Median Absolute Deviation (MAD)	2934539
Skewness	0.2887360224
Sum	1637589255
Variance	1.167413396e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7709602	1	< 0.1%
4470163	1	< 0.1%
3671128	1	< 0.1%
6354972	1	< 0.1%
5189529	1	< 0.1%
9323696	1	< 0.1%
10601658	1	< 0.1%
7144011	1	< 0.1%
9281018	1	< 0.1%
325395	1	< 0.1%
Other values (347)	347	< 0.1%
(Missing)	2130114	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22130	1	< 0.1%
22991	1	< 0.1%
24325	1	< 0.1%
25318	1	< 0.1%
26573	1	< 0.1%

Value	Count	Frequency (%)
11791885	1	< 0.1%
11732193	1	< 0.1%
11664158	1	< 0.1%
11558784	1	< 0.1%
11436189	1	< 0.1%

emAcompanhamentoNovos
Real number (ℝ_≥0)

MISSING

Distinct	357
Distinct (%)	100.0%
Missing	2130114
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%

Mean	622927.0588
Minimum	14062
Maximum	1317658
Zeros	0
Zeros (%)	0.0%
Memory size	16.3 MiB

Quantile statistics

Minimum	14062
5-th percentile	69550.4
Q1	427526
median	642131
Q3	794182
95-th percentile	1209815.2
Maximum	1317658
Range	1303596
Interquartile range (IQR)	366656

Descriptive statistics

Standard deviation	297312.6697
Coefficient of variation (CV)	0.4772832798
Kurtosis	-0.06565441078
Mean	622927.0588
Median Absolute Deviation (MAD)	179567
Skewness	0.06726410252
Sum	222384960
Variance	8.839482356e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
464923	1	< 0.1%
705020	1	< 0.1%
325957	1	< 0.1%
825232	1	< 0.1%
48872	1	< 0.1%
804035	1	< 0.1%
563782	1	< 0.1%
540692	1	< 0.1%
895919	1	< 0.1%
1296002	1	< 0.1%
Other values (347)	347	< 0.1%
(Missing)	2130114	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14062	1	< 0.1%
15015	1	< 0.1%
16013	1	< 0.1%
17533	1	< 0.1%
19606	1	< 0.1%

Value	Count	Frequency (%)
1317658	1	< 0.1%
1309541	1	< 0.1%
1305248	1	< 0.1%
1300185	1	< 0.1%
1296002	1	< 0.1%

interior/metropolitana
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	19441
Missing (%)	0.9%
Memory size	16.3 MiB

0	1964736
1	146294
(Missing)	19441

Common Values
Chart

Value	Count	Frequency (%)
0	1964736	92.2%
1	146294	6.9%
(Missing)	19441	0.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	data	regiao	estado	municipio	coduf	codmun	codRegiaoSaude	nomeRegiaoSaude	semanaEpi	populacaoTCU2019	casosAcumulado	casosNovos	Recuperadosnovos	emAcompanhamentoNovos	interior/metropolitana
0	2020-02-25	Brasil	NaN	NaN	76	NaN	NaN	NaN	9	210147125.0	0	0	NaN	NaN	NaN
1	2020-02-26	Brasil	NaN	NaN	76	NaN	NaN	NaN	9	210147125.0	1	1	NaN	NaN	NaN
2	2020-02-27	Brasil	NaN	NaN	76	NaN	NaN	NaN	9	210147125.0	1	0	NaN	NaN	NaN
3	2020-02-28	Brasil	NaN	NaN	76	NaN	NaN	NaN	9	210147125.0	1	0	NaN	NaN	NaN
4	2020-02-29	Brasil	NaN	NaN	76	NaN	NaN	NaN	9	210147125.0	2	1	NaN	NaN	NaN
5	2020-03-01	Brasil	NaN	NaN	76	NaN	NaN	NaN	10	210147125.0	2	0	NaN	NaN	NaN
6	2020-03-02	Brasil	NaN	NaN	76	NaN	NaN	NaN	10	210147125.0	2	0	NaN	NaN	NaN
7	2020-03-03	Brasil	NaN	NaN	76	NaN	NaN	NaN	10	210147125.0	2	0	NaN	NaN	NaN
8	2020-03-04	Brasil	NaN	NaN	76	NaN	NaN	NaN	10	210147125.0	3	1	NaN	NaN	NaN
9	2020-03-05	Brasil	NaN	NaN	76	NaN	NaN	NaN	10	210147125.0	7	4	NaN	NaN	NaN

Last rows

	data	regiao	estado	municipio	coduf	codmun	codRegiaoSaude	nomeRegiaoSaude	semanaEpi	populacaoTCU2019	casosAcumulado	casosNovos	obitosAcumulado	obitosNovos	Recuperadosnovos	emAcompanhamentoNovos	interior/metropolitana
2130461	2021-03-31	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	13	3015268.0	344364	1253	6029	117	NaN	NaN	1.0
2130462	2021-04-01	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	13	3015268.0	345682	1318	6150	121	NaN	NaN	1.0
2130463	2021-04-02	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	13	3015268.0	346873	1191	6207	57	NaN	NaN	1.0
2130464	2021-04-03	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	13	3015268.0	348687	1814	6235	28	NaN	NaN	1.0
2130465	2021-04-04	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	14	3015268.0	349775	1088	6288	53	NaN	NaN	1.0
2130466	2021-04-05	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	14	3015268.0	351163	1388	6366	78	NaN	NaN	1.0
2130467	2021-04-06	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	14	3015268.0	352067	904	6449	83	NaN	NaN	1.0
2130468	2021-04-07	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	14	3015268.0	353206	1139	6532	83	NaN	NaN	1.0
2130469	2021-04-08	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	14	3015268.0	354816	1610	6609	77	NaN	NaN	1.0
2130470	2021-04-09	Centro-Oeste	DF	Brasília	53	530010.0	53001.0	DISTRITO FEDERAL	14	3015268.0	356558	1742	6676	67	NaN	NaN	1.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows